{"id":"W2057831632","doi":"10.5539/ies.v2n3p106","title":"Enhancing the Critical Role of Malaysian Institute of Higher Education from Ivy League American Universities Research Culture Experiences","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Credibility; Public relations; Excellence; League; Sociology; Scope (computer science); Organizational culture; Order (exchange); Commercialization; Political science; Institution; Service (business); Engineering ethics; Pedagogy; Management; Marketing; Business; Engineering; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02030357,0.0005235862,0.0003736341,0.001336892,0.01762109,0.02403409,0.001425882,0.001813876,0.003435238],"category_scores_gemma":[0.0237404,0.0003145909,0.0002799744,0.0008750174,0.01615313,0.008297835,0.02006354,0.005703165,0.000443374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009955853,"about_ca_system_score_gemma":0.01248878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003386201,"about_ca_topic_score_gemma":0.007964101,"domain_scores_codex":[0.9758354,0.01795992,0.0005379392,0.0008487421,0.002417468,0.002400612],"domain_scores_gemma":[0.9707172,0.009716117,0.0034422,0.002399636,0.003067601,0.01065727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006136295,0.0001165114,0.0085205,0.0001224721,0.00001507418,0.0006310797,0.8820732,0.0000758447,0.001594868,0.05107889,0.009577708,0.04613251],"study_design_scores_gemma":[0.000006334808,0.0001211657,0.007314311,0.0002746501,0.00001003792,0.0006284846,0.7938002,0.0001282231,0.001390857,0.003997957,0.1922871,0.00004077444],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8194743,0.003153491,0.003552661,0.04237153,0.000830295,0.00008831894,0.00002514676,0.00009577727,0.1304086],"genre_scores_gemma":[0.9887777,0.0004880841,0.0007347112,0.001663422,0.00006351538,0.00002698232,0.000008139091,0.00002319283,0.008214169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02403409,"threshold_uncertainty_score":0.1073768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07915451196154831,"score_gpt":0.4898109163679895,"score_spread":0.4106564044064411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}